Książka Adaptive Representations for Reinforcement Learning Shimon Whiteson

Adaptive Representations for Reinforcement Learning

Język: Angielski
Oprawa: Twarda
Dostępność: Dostępna u dostawcy
Wysyłamy za 10-13 dni
423.79
This book presents the main results new algorithms for reinforcement learning, a form of machine lea...

Informacje o książce

Język
Angielski
Oprawa
Książka - Twarda
Data wydania
2010
strony
116
EAN
9783642139314
ISBN
3642139310
Enbook ID
01656109
Waga
396
Wymiary
155 x 235 x 13

Pełny opis

This book presents the main results new algorithms for reinforcement learning, a form of machine learning in which an autonomous agent seeks an effective control policy for tackling a sequential decision task. Unlike in supervised learning, the agent never sees examples of correct or incorrect behavior but receives only a reward signal as feedback. This book also introduces a novel method for devising input representations. In particular, it presents a way to find a minimal set of features sufficient to describe the agent s current state, a challenge known as the feature selection problem. In addition to introducing these new methods, this book presents extensive empirical results in multiple domains demonstrating that these techniques can substantially§improve performance over methods with manual representations.

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